Developer
Why I Stopped Paying for Idle GPUs: The Real Cost of Serverless AI
If you are provisioning dedicated GPU clusters for bursty AI traffic, you are paying for silence. Here is the operator's guide to eliminating the
Older articles
Newest first
Developer
Stop Giving AI Full Access: How to Scope MCP for Internal Tools
Secure internal MCP servers by implementing granular OAuth scopes and least-privilege access control.
Technology
From Tinkering to Trust: Bridging the Gap to Production-Grade Homelabs
Transform your homelab from a fragile toy into a client-ready asset using IaC, GitOps, and zero-trust security principles.
AI Tools & Reviews
Beyond the Demo: Latency, Interruptions, and Fallbacks in Voice AI
Master the latency budget, interruption handling, and fallback paths required to build production-ready AI voice agents.
Automation
The Hybrid Stack: Why Playwright + AI Agents Replace Brittle Scripts
Playwright handles deterministic work while AI agents manage edge cases, creating a resilient automation stack for 2026.
Developer
Why Binary Toggles Fail AI: A Safety Architecture for Autonomous Agents
Binary toggles fail AI. Implement kill switches, confidence gates, and rate limits to build a resilient safety architecture for autonomous agents.
Technology
Internal Dashboards That Survive Reboots: Health Checks, Process Managers, and Boring Recovery
Internal dashboards often fail silently after reboots. This guide covers health checks, process managers, and boring recovery strategies for reliable infrastructure.
Developer
OpenAI Agents SDK Sandboxes: Why Isolation Beats Intelligence for Production Safety
The OpenAI Agents SDK's new sandbox execution doesn't make models smarter; it makes the environment safer. For operators, this is the pivot from
Automation
The HITL Paradox: Why Approval Gates Accelerate AI Automation
Approval gates aren't a tax on automation; they are the mechanism that makes AI autonomy repeatable, defensible, and safe.
Developer
Docker Compose in Production: The Small-Team Checklist Before You Need Kubernetes
Small teams save hours weekly by sticking to Docker Compose. Here is the checklist to close operational gaps before you need Kubernetes.
Developer
The Tiny SaaS Backup Plan: Why Restore Drills Matter More Than Retention
Managed providers guarantee uptime, not data recovery. I stopped trusting vendor trash bins after realizing their retention limits are a trap. Here is the...
AI Tools & Reviews
Local AI for SMBs: Privacy, Queueing, and Escalation Protocols
Small teams fail without operational discipline. Learn how local AI ensures privacy, manages queueing, and defines escalation triggers for safe workflows.